Efficient coding of visual information in neural computations

Laurent Perrinet

LACONEU 2019: 5th Latin-American Summer School in Computational Neuroscience, 16/1/2019

LP (2015) "Sparse models" in Biologically Inspired Computer Vision

Ravello, Escobar, Palacios, LP (2019) in prep

Bosking et al. (1997) Journal of Neuroscience

Outline

  1. Efficiency, vision and neurons
  2. Sparse coding

  3. Sparse Hebbian Learning

LP and Bednar (2015) Scientific Reports, http://www.nature.com/articles/srep11400

Outline

  1. Efficiency, vision and neurons
  2. Sparse coding
  3. Sparse Hebbian Learning

LP (2015) "Sparse models" in Biologically Inspired Computer Vision

LP (2015) "Sparse models" in Biologically Inspired Computer Vision

LP (2015) "Sparse models" in Biologically Inspired Computer Vision

LP (2015) "Sparse models" in Biologically Inspired Computer Vision

LP (2015) "Sparse models" in Biologically Inspired Computer Vision

Efficient coding of visual information in neural computations

Laurent Perrinet

LACONEU 2019: 5th Latin-American Summer School in Computational Neuroscience, 16/1/2019